Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121481	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ, 85243	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-409441	CLM	Cinthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-131009	ENR	Anthony A Sandoval	1968-12-17	UHC-09369-10	5763242191	5204 Central Ave, Austin, TX, 78703	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-423127	CLM	Arthur V Anderson	1982-06-09	—	—	6812 Broadway, Dallas, TX, 75228	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21392	PRV	Shirley Harris	1973-06-03	—	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-26551	PRV	Sean Yang	1978-12-20	—	6989019021	7871 Desert Sky Blvd, Miami, FL, 33194	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429951	CLM	Frances Hansen	1958-11-10	UHC-28727-85	—	1316 Ocean Ave, Houston, TX, 77016	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-124469	ENR	Jessica N Adams	1961-07-22	UHC-97802-47	—	1007 Oak St, Columbus, OH, 43251	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61724	TPA	Joseph Spencer	1986-06-21	—	—	8039 Central Ave, Orlando, FL, 32892	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-52745	TPA	Arjun Wang	1953-11-17	—	—	8871 Lincoln Way, Las Vegas, NV, 89161	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52368	TPA	Douglas Sims	1955-11-20	—	8535942098	9415 Baseline Rd, Chandler, AZ, 85238	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-28159	PRV	Cheryl Ward	1988-01-06	UHC-07157-64	3439568671	1620 Lake View Rd, Denver, CO, 80204	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-403130	CLM	Aisha A Dixon	1945-08-08	UHC-81067-89	5978343199	4596 Ridge Rd, Sacramento, CA, 95802	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-122984	ENR	Douglas Johnson	1973-09-23	UHC-85998-03	3879558564	2109 Harbor Blvd, Tucson, AZ, 85744	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400163	CLM	Cynthia L Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-56452	TPA	Patrick Long	1952-01-17	—	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-56807	TPA	Arjun G Martinez	1938-06-17	—	5955349977	210 Union St, Minneapolis, MN, 55436	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108005	ENR	Catherine E Taylor	1965-12-12	UHC-44781-53	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407442	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130546	ENR	Emma Q Sullivan	1967-11-11	UHC-55851-26	7446131602	6436 Cedar Ln, Las Vegas, NV, 89169	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-106113	ENR	Douglas M Salazar	1959-12-10	UHC-42879-41	5348483062	1340 Union St, Seattle, WA, 98114	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-134442	ENR	Debar S Henry	1975-09-24	UHC-18948-66	6483032290	3297 Cedar Ln, Houston, TX, 77015	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401719	CLM	Camila L James	1990-08-22	—	9126168583	5779 Lincoln Way, Charlotte, NC, 28261	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24680	PRV	Lisa Y Gray	2004-05-26	UHC-96835-03	5925444149	1231 Hillcrest Rd, Chandler, AZ, 85212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121881	ENR	Karen Powell	1971-06-12	—	9683421649	5502 Broadway, Fresno, CA, 93753	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-113263	ENR	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21191	PRV	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134474	ENR	Kathryn Munoz	2005-04-12	UHC-48314-07	7427479921	467 Apache Blvd, Plano, TX, 75026	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-115913	ENR	Greg T Moreno	1991-02-06	UHC-44248-84	2103692644	2887 Apache Blvd, Fresno, CA, 93727	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-142078	ENR	Megan Gibson	1947-03-17	UHC-71829-43	3599020561	1590 Camelback Rd, Los Angeles, CA, 90088	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
TPA-53617	TPA	Judith Little	1976-12-20	—	4253671536	3029 Elm St, Mesa, AZ, 85203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-133188	ENR	Evelyn Rojsa	1973-03-24	UHC-01492-83	6183952166	4707 Lincoln Way, Mesa, AZ, 85263	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-409251	CLM	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA, 30354	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56999	TPA	Joseph Coe	1986-04-16	—	—	427 Pine Dr, San Antonio, TX, 78238	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21494	PRV	Emma O Red	1991-06-07	—	—	161 Desert Sky Blvd, Charlotte, NC, 28294	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58102	TPA	Rebecca Fuller	1939-08-19	—	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58615	TPA	Brenda Valdez	1942-10-14	—	2533758858	570 River Rd, Nashville, TN, 37242	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-415382	CLM	Geradl N Jmienez	1970-12-07	UHC-02738-67	6312204467	109 Lincoln Way, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-407808	CLM	Jean Burns	1980-05-17	UHC-41583-14	—	1940 Pine Dr, Tucson, AZ, 85777	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413350	CLM	Emma Mendez	1954-05-08	—	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-431830	CLM	Russell Rojas	1966-11-19	—	6555818674	1584 Broadway, Houston, TX, 77069	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-102799	ENR	Paul Garrett	1973-02-03	UHC-53636-94	2408614041	971 Indian School Rd, Chandler, AZ, 85268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409502	CLM	Adam Evans	1989-10-10	—	—	812 River Rd, Jacksonville, FL, 32267	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427845	CLM	Bryan Y Mitchell	1999-02-03	—	6647059422	7660 Baseline Rd, Sacramento, CA, 95833	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-402736	CLM	Steven Ortiz	1954-08-10	—	7704076115	7834 Camelback Rd, Jacksonville, FL, 32224	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
ENR-131234	ENR	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	9237 Lincoln Way, Charlotte, NC, 28260	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-109387	ENR	Justin Burton	1969-08-01	UHC-97672-38	5029964097	5208 Grand Ave, San Diego, CA, 92177	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
PRV-24357	PRV	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr, Sacramento, CA, 95823	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-124781	ENR	Carlos X Young	1958-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
TPA-53707	TPA	Bobby Jacobs	1942-09-25	—	2949438631	1545 Jefferson Ave, San Antonio, TX, 78285	0.82	Name re-cased Phone reformatted State name converted to code

9,084 rows, page 170 of 182Previous Next